Dataset statistics
| Number of variables | 23 |
|---|---|
| Number of observations | 1460 |
| Missing cells | 119 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 262.5 KiB |
| Average record size in memory | 184.1 B |
Variable types
| Categorical | 13 |
|---|---|
| Numeric | 9 |
| Boolean | 1 |
OverallQual is highly overall correlated with YearBuilt and 5 other fields | High correlation |
YearBuilt is highly overall correlated with OverallQual and 4 other fields | High correlation |
YearRemodAdd is highly overall correlated with OverallQual and 2 other fields | High correlation |
TotalBsmtSF is highly overall correlated with SalePrice | High correlation |
GrLivArea is highly overall correlated with OverallQual and 3 other fields | High correlation |
BedroomAbvGr is highly overall correlated with GrLivArea and 1 other fields | High correlation |
TotRmsAbvGrd is highly overall correlated with GrLivArea and 2 other fields | High correlation |
SalePrice is highly overall correlated with OverallQual and 5 other fields | High correlation |
ExterQual is highly overall correlated with OverallQual | High correlation |
Foundation is highly overall correlated with YearBuilt | High correlation |
BsmtQual is highly overall correlated with OverallQual and 1 other fields | High correlation |
MSZoning is highly imbalanced (56.9%) | Imbalance |
CentralAir is highly imbalanced (65.3%) | Imbalance |
Electrical is highly imbalanced (78.2%) | Imbalance |
KitchenAbvGr is highly imbalanced (85.7%) | Imbalance |
GarageCond is highly imbalanced (87.6%) | Imbalance |
SaleType is highly imbalanced (75.3%) | Imbalance |
SaleCondition is highly imbalanced (62.5%) | Imbalance |
BsmtQual has 37 (2.5%) missing values | Missing |
GarageCond has 81 (5.5%) missing values | Missing |
TotalBsmtSF has 37 (2.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-11 18:47:22.664079 |
|---|---|
| Analysis finished | 2023-10-11 18:47:27.268861 |
| Duration | 4.6 seconds |
| Software version | ydata-profiling vv4.6.0 |
| Download configuration | config.json |
MSZoning
Categorical
IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| RL | |
|---|---|
| RM | |
| FV | 65 |
| RH | 16 |
| C (all) | 10 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.0342466 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2970 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 5 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RL |
|---|---|
| 2nd row | RL |
| 3rd row | RL |
| 4th row | RL |
| 5th row | RL |
Common Values
| Value | Count | Frequency (%) |
| RL | 1151 | |
| RM | 218 | 14.9% |
| FV | 65 | 4.5% |
| RH | 16 | 1.1% |
| C (all) | 10 | 0.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| rl | 1151 | |
| rm | 218 | 14.8% |
| fv | 65 | 4.4% |
| rh | 16 | 1.1% |
| c | 10 | 0.7% |
| all | 10 | 0.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2910 | |
| Lowercase Letter | 30 | 1.0% |
| Space Separator | 10 | 0.3% |
| Open Punctuation | 10 | 0.3% |
| Close Punctuation | 10 | 0.3% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.5% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 20 | |
| a | 10 |
Space Separator
| Value | Count | Frequency (%) |
| 10 |
Open Punctuation
| Value | Count | Frequency (%) |
| ( | 10 |
Close Punctuation
| Value | Count | Frequency (%) |
| ) | 10 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2940 | |
| Common | 30 | 1.0% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.4% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| a | 10 | 0.3% |
Common
| Value | Count | Frequency (%) |
| 10 | ||
| ( | 10 | |
| ) | 10 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2970 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| R | 1385 | |
| L | 1151 | |
| M | 218 | 7.3% |
| F | 65 | 2.2% |
| V | 65 | 2.2% |
| l | 20 | 0.7% |
| H | 16 | 0.5% |
| C | 10 | 0.3% |
| 10 | 0.3% | |
| ( | 10 | 0.3% |
| Other values (2) | 20 | 0.7% |
LotArea
Real number (ℝ)
| Distinct | 1073 |
|---|---|
| Distinct (%) | 73.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10516.828 |
| Minimum | 1300 |
|---|---|
| Maximum | 215245 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1300 |
|---|---|
| 5-th percentile | 3311.7 |
| Q1 | 7553.5 |
| median | 9478.5 |
| Q3 | 11601.5 |
| 95-th percentile | 17401.15 |
| Maximum | 215245 |
| Range | 213945 |
| Interquartile range (IQR) | 4048 |
Descriptive statistics
| Standard deviation | 9981.2649 |
|---|---|
| Coefficient of variation (CV) | 0.9490756 |
| Kurtosis | 203.24327 |
| Mean | 10516.828 |
| Median Absolute Deviation (MAD) | 1998 |
| Skewness | 12.207688 |
| Sum | 15354569 |
| Variance | 99625650 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7200 | 25 | 1.7% |
| 9600 | 24 | 1.6% |
| 6000 | 17 | 1.2% |
| 9000 | 14 | 1.0% |
| 8400 | 14 | 1.0% |
| 10800 | 14 | 1.0% |
| 1680 | 10 | 0.7% |
| 7500 | 9 | 0.6% |
| 9100 | 8 | 0.5% |
| 8125 | 8 | 0.5% |
| Other values (1063) | 1317 |
| Value | Count | Frequency (%) |
| 1300 | 1 | 0.1% |
| 1477 | 1 | 0.1% |
| 1491 | 1 | 0.1% |
| 1526 | 1 | 0.1% |
| 1533 | 2 | 0.1% |
| 1596 | 1 | 0.1% |
| 1680 | 10 | |
| 1869 | 1 | 0.1% |
| 1890 | 2 | 0.1% |
| 1920 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 215245 | 1 | |
| 164660 | 1 | |
| 159000 | 1 | |
| 115149 | 1 | |
| 70761 | 1 | |
| 63887 | 1 | |
| 57200 | 1 | |
| 53504 | 1 | |
| 53227 | 1 | |
| 53107 | 1 |
HouseStyle
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1Story | |
|---|---|
| 2Story | |
| 1.5Fin | |
| SLvl | 65 |
| SFoyer | 37 |
| Other values (3) | 33 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.9109589 |
| Min length | 4 |
Characters and Unicode
| Total characters | 8630 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2Story |
|---|---|
| 2nd row | 1Story |
| 3rd row | 2Story |
| 4th row | 2Story |
| 5th row | 2Story |
Common Values
| Value | Count | Frequency (%) |
| 1Story | 726 | |
| 2Story | 445 | |
| 1.5Fin | 154 | 10.5% |
| SLvl | 65 | 4.5% |
| SFoyer | 37 | 2.5% |
| 1.5Unf | 14 | 1.0% |
| 2.5Unf | 11 | 0.8% |
| 2.5Fin | 8 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1story | 726 | |
| 2story | 445 | |
| 1.5fin | 154 | 10.5% |
| slvl | 65 | 4.5% |
| sfoyer | 37 | 2.5% |
| 1.5unf | 14 | 1.0% |
| 2.5unf | 11 | 0.8% |
| 2.5fin | 8 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5336 | |
| Uppercase Letter | 1562 | 18.1% |
| Decimal Number | 1545 | 17.9% |
| Other Punctuation | 187 | 2.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| n | 187 | 3.5% |
| i | 162 | 3.0% |
| v | 65 | 1.2% |
| l | 65 | 1.2% |
| e | 37 | 0.7% |
| f | 25 | 0.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1273 | |
| F | 199 | 12.7% |
| L | 65 | 4.2% |
| U | 25 | 1.6% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 894 | |
| 2 | 464 | |
| 5 | 187 | 12.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 187 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6898 | |
| Common | 1732 | 20.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| F | 199 | 2.9% |
| n | 187 | 2.7% |
| i | 162 | 2.3% |
| L | 65 | 0.9% |
| v | 65 | 0.9% |
| Other values (4) | 152 | 2.2% |
Common
| Value | Count | Frequency (%) |
| 1 | 894 | |
| 2 | 464 | |
| 5 | 187 | 10.8% |
| . | 187 | 10.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8630 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 1273 | |
| o | 1208 | |
| r | 1208 | |
| y | 1208 | |
| t | 1171 | |
| 1 | 894 | |
| 2 | 464 | 5.4% |
| F | 199 | 2.3% |
| 5 | 187 | 2.2% |
| . | 187 | 2.2% |
| Other values (8) | 631 |
OverallQual
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0993151 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.3829965 |
|---|---|
| Coefficient of variation (CV) | 0.22674621 |
| Kurtosis | 0.096292778 |
| Mean | 6.0993151 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.21694393 |
| Sum | 8905 |
| Variance | 1.9126794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 4 | 116 | 7.9% |
| 9 | 43 | 2.9% |
| 3 | 20 | 1.4% |
| 10 | 18 | 1.2% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 3 | 0.2% |
| 3 | 20 | 1.4% |
| 4 | 116 | 7.9% |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 9 | 43 | 2.9% |
| 10 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 18 | 1.2% |
| 9 | 43 | 2.9% |
| 8 | 168 | |
| 7 | 319 | |
| 6 | 374 | |
| 5 | 397 | |
| 4 | 116 | 7.9% |
| 3 | 20 | 1.4% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
YearBuilt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 112 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.2678 |
| Minimum | 1872 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.202904 |
|---|---|
| Coefficient of variation (CV) | 0.015321563 |
| Kurtosis | -0.43955194 |
| Mean | 1971.2678 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.61346117 |
| Sum | 2878051 |
| Variance | 912.21541 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2006 | 67 | 4.6% |
| 2005 | 64 | 4.4% |
| 2004 | 54 | 3.7% |
| 2007 | 49 | 3.4% |
| 2003 | 45 | 3.1% |
| 1976 | 33 | 2.3% |
| 1977 | 32 | 2.2% |
| 1920 | 30 | 2.1% |
| 1959 | 26 | 1.8% |
| 1998 | 25 | 1.7% |
| Other values (102) | 1035 |
| Value | Count | Frequency (%) |
| 1872 | 1 | 0.1% |
| 1875 | 1 | 0.1% |
| 1880 | 4 | 0.3% |
| 1882 | 1 | 0.1% |
| 1885 | 2 | 0.1% |
| 1890 | 2 | 0.1% |
| 1892 | 2 | 0.1% |
| 1893 | 1 | 0.1% |
| 1898 | 1 | 0.1% |
| 1900 | 10 |
| Value | Count | Frequency (%) |
| 2010 | 1 | 0.1% |
| 2009 | 18 | 1.2% |
| 2008 | 23 | 1.6% |
| 2007 | 49 | |
| 2006 | 67 | |
| 2005 | 64 | |
| 2004 | 54 | |
| 2003 | 45 | |
| 2002 | 23 | 1.6% |
| 2001 | 20 | 1.4% |
YearRemodAdd
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 61 |
|---|---|
| Distinct (%) | 4.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1984.8658 |
| Minimum | 1950 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1950 |
|---|---|
| 5-th percentile | 1950 |
| Q1 | 1967 |
| median | 1994 |
| Q3 | 2004 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 60 |
| Interquartile range (IQR) | 37 |
Descriptive statistics
| Standard deviation | 20.645407 |
|---|---|
| Coefficient of variation (CV) | 0.010401412 |
| Kurtosis | -1.2722452 |
| Mean | 1984.8658 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.503562 |
| Sum | 2897904 |
| Variance | 426.23282 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1950 | 178 | 12.2% |
| 2006 | 97 | 6.6% |
| 2007 | 76 | 5.2% |
| 2005 | 73 | 5.0% |
| 2004 | 62 | 4.2% |
| 2000 | 55 | 3.8% |
| 2003 | 51 | 3.5% |
| 2002 | 48 | 3.3% |
| 2008 | 40 | 2.7% |
| 1996 | 36 | 2.5% |
| Other values (51) | 744 |
| Value | Count | Frequency (%) |
| 1950 | 178 | |
| 1951 | 4 | 0.3% |
| 1952 | 5 | 0.3% |
| 1953 | 10 | 0.7% |
| 1954 | 14 | 1.0% |
| 1955 | 9 | 0.6% |
| 1956 | 10 | 0.7% |
| 1957 | 9 | 0.6% |
| 1958 | 15 | 1.0% |
| 1959 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 2010 | 6 | 0.4% |
| 2009 | 23 | 1.6% |
| 2008 | 40 | |
| 2007 | 76 | |
| 2006 | 97 | |
| 2005 | 73 | |
| 2004 | 62 | |
| 2003 | 51 | |
| 2002 | 48 | |
| 2001 | 21 | 1.4% |
ExterQual
Categorical
HIGH CORRELATION 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 52 |
| Fa | 14 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2920 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 906 | |
| Gd | 488 | |
| Ex | 52 | 3.6% |
| Fa | 14 | 1.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 906 | |
| gd | 488 | |
| ex | 52 | 3.6% |
| fa | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2366 | |
| Lowercase Letter | 554 | 19.0% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| E | 52 | 2.2% |
| F | 14 | 0.6% |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 488 | |
| x | 52 | 9.4% |
| a | 14 | 2.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2920 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2920 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 906 | |
| A | 906 | |
| G | 488 | |
| d | 488 | |
| E | 52 | 1.8% |
| x | 52 | 1.8% |
| F | 14 | 0.5% |
| a | 14 | 0.5% |
Foundation
Categorical
HIGH CORRELATION 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| PConc | |
|---|---|
| CBlock | |
| BrkTil | |
| Slab | 24 |
| Stone | 6 |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.5157534 |
| Min length | 4 |
Characters and Unicode
| Total characters | 8053 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | PConc |
|---|---|
| 2nd row | CBlock |
| 3rd row | PConc |
| 4th row | BrkTil |
| 5th row | PConc |
Common Values
| Value | Count | Frequency (%) |
| PConc | 647 | |
| CBlock | 634 | |
| BrkTil | 146 | 10.0% |
| Slab | 24 | 1.6% |
| Stone | 6 | 0.4% |
| Wood | 3 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| pconc | 647 | |
| cblock | 634 | |
| brktil | 146 | 10.0% |
| slab | 24 | 1.6% |
| stone | 6 | 0.4% |
| wood | 3 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5166 | |
| Uppercase Letter | 2887 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 1293 | |
| c | 1281 | |
| l | 804 | |
| k | 780 | |
| n | 653 | |
| i | 146 | 2.8% |
| r | 146 | 2.8% |
| a | 24 | 0.5% |
| b | 24 | 0.5% |
| t | 6 | 0.1% |
| Other values (2) | 9 | 0.2% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 1281 | |
| B | 780 | |
| P | 647 | |
| T | 146 | 5.1% |
| S | 30 | 1.0% |
| W | 3 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8053 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8053 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 1293 | |
| C | 1281 | |
| c | 1281 | |
| l | 804 | |
| B | 780 | |
| k | 780 | |
| n | 653 | |
| P | 647 | |
| i | 146 | 1.8% |
| T | 146 | 1.8% |
| Other values (8) | 242 | 3.0% |
BsmtQual
Categorical
HIGH CORRELATION  MISSING 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 37 |
| Missing (%) | 2.5% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 35 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2846 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | Gd |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 649 | |
| Gd | 618 | |
| Ex | 121 | 8.3% |
| Fa | 35 | 2.4% |
| (Missing) | 37 | 2.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 649 | |
| gd | 618 | |
| ex | 121 | 8.5% |
| fa | 35 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2072 | |
| Lowercase Letter | 774 | 27.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| E | 121 | 5.8% |
| F | 35 | 1.7% |
Lowercase Letter
| Value | Count | Frequency (%) |
| d | 618 | |
| x | 121 | 15.6% |
| a | 35 | 4.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2846 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2846 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 649 | |
| A | 649 | |
| G | 618 | |
| d | 618 | |
| E | 121 | 4.3% |
| x | 121 | 4.3% |
| F | 35 | 1.2% |
| a | 35 | 1.2% |
TotalBsmtSF
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 721 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1057.4295 |
| Minimum | 0 |
|---|---|
| Maximum | 6110 |
| Zeros | 37 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519.3 |
| Q1 | 795.75 |
| median | 991.5 |
| Q3 | 1298.25 |
| 95-th percentile | 1753 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range (IQR) | 502.5 |
Descriptive statistics
| Standard deviation | 438.70532 |
|---|---|
| Coefficient of variation (CV) | 0.41487905 |
| Kurtosis | 13.250483 |
| Mean | 1057.4295 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.5242545 |
| Sum | 1543847 |
| Variance | 192462.36 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 37 | 2.5% |
| 864 | 35 | 2.4% |
| 672 | 17 | 1.2% |
| 912 | 15 | 1.0% |
| 1040 | 14 | 1.0% |
| 816 | 13 | 0.9% |
| 768 | 12 | 0.8% |
| 728 | 12 | 0.8% |
| 894 | 11 | 0.8% |
| 780 | 11 | 0.8% |
| Other values (711) | 1283 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 105 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 264 | 3 | 0.2% |
| 270 | 1 | 0.1% |
| 290 | 1 | 0.1% |
| 319 | 1 | 0.1% |
| 360 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 384 | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 6110 | 1 | |
| 3206 | 1 | |
| 3200 | 1 | |
| 3138 | 1 | |
| 3094 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2444 | 1 | |
| 2396 | 1 | |
| 2392 | 1 |
CentralAir
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| True | |
|---|---|
| False | 95 |
| Value | Count | Frequency (%) |
| True | 1365 | |
| False | 95 | 6.5% |
Electrical
Categorical
IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 1 |
| Missing (%) | 0.1% |
| Memory size | 11.5 KiB |
| SBrkr | |
|---|---|
| FuseA | 94 |
| FuseF | 27 |
| FuseP | 3 |
| Mix | 1 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.9986292 |
| Min length | 3 |
Characters and Unicode
| Total characters | 7293 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | SBrkr |
|---|---|
| 2nd row | SBrkr |
| 3rd row | SBrkr |
| 4th row | SBrkr |
| 5th row | SBrkr |
Common Values
| Value | Count | Frequency (%) |
| SBrkr | 1334 | |
| FuseA | 94 | 6.4% |
| FuseF | 27 | 1.8% |
| FuseP | 3 | 0.2% |
| Mix | 1 | 0.1% |
| (Missing) | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| sbrkr | 1334 | |
| fusea | 94 | 6.4% |
| fusef | 27 | 1.9% |
| fusep | 3 | 0.2% |
| mix | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 4376 | |
| Uppercase Letter | 2917 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 2668 | |
| k | 1334 | |
| u | 124 | 2.8% |
| s | 124 | 2.8% |
| e | 124 | 2.8% |
| i | 1 | < 0.1% |
| x | 1 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 1334 | |
| B | 1334 | |
| F | 151 | 5.2% |
| A | 94 | 3.2% |
| P | 3 | 0.1% |
| M | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7293 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7293 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 2668 | |
| S | 1334 | |
| B | 1334 | |
| k | 1334 | |
| F | 151 | 2.1% |
| u | 124 | 1.7% |
| s | 124 | 1.7% |
| e | 124 | 1.7% |
| A | 94 | 1.3% |
| P | 3 | < 0.1% |
| Other values (3) | 3 | < 0.1% |
GrLivArea
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 861 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1515.4637 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129.5 |
| median | 1464 |
| Q3 | 1776.75 |
| 95-th percentile | 2466.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 647.25 |
Descriptive statistics
| Standard deviation | 525.48038 |
|---|---|
| Coefficient of variation (CV) | 0.34674561 |
| Kurtosis | 4.8951206 |
| Mean | 1515.4637 |
| Median Absolute Deviation (MAD) | 326 |
| Skewness | 1.3665604 |
| Sum | 2212577 |
| Variance | 276129.63 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 22 | 1.5% |
| 1040 | 14 | 1.0% |
| 894 | 11 | 0.8% |
| 1456 | 10 | 0.7% |
| 848 | 10 | 0.7% |
| 1200 | 9 | 0.6% |
| 912 | 9 | 0.6% |
| 816 | 8 | 0.5% |
| 1092 | 8 | 0.5% |
| 1728 | 7 | 0.5% |
| Other values (851) | 1352 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 520 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 616 | 1 | 0.1% |
| 630 | 6 | |
| 672 | 2 | 0.1% |
| 691 | 1 | 0.1% |
| 693 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3493 | 1 | |
| 3447 | 1 | |
| 3395 | 1 | |
| 3279 | 1 |
FullBath
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | 33 |
| 0 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
BedroomAbvGr
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.8664384 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 6 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.81577804 |
|---|---|
| Coefficient of variation (CV) | 0.2845964 |
| Kurtosis | 2.2308746 |
| Mean | 2.8664384 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.2117901 |
| Sum | 4185 |
| Variance | 0.66549382 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 804 | |
| 2 | 358 | |
| 4 | 213 | 14.6% |
| 1 | 50 | 3.4% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 0 | 6 | 0.4% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 6 | 0.4% |
| 1 | 50 | 3.4% |
| 2 | 358 | |
| 3 | 804 | |
| 4 | 213 | 14.6% |
| 5 | 21 | 1.4% |
| 6 | 7 | 0.5% |
| 8 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 6 | 7 | 0.5% |
| 5 | 21 | 1.4% |
| 4 | 213 | 14.6% |
| 3 | 804 | |
| 2 | 358 | |
| 1 | 50 | 3.4% |
| 0 | 6 | 0.4% |
KitchenAbvGr
Categorical
IMBALANCE 
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 1 | |
|---|---|
| 2 | 65 |
| 3 | 2 |
| 0 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 1392 | |
| 2 | 65 | 4.5% |
| 3 | 2 | 0.1% |
| 0 | 1 | 0.1% |
TotRmsAbvGrd
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5178082 |
| Minimum | 2 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.6253933 |
|---|---|
| Coefficient of variation (CV) | 0.24937728 |
| Kurtosis | 0.88076157 |
| Mean | 6.5178082 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.67634084 |
| Sum | 9516 |
| Variance | 2.6419033 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 402 | |
| 7 | 329 | |
| 5 | 275 | |
| 8 | 187 | |
| 4 | 97 | 6.6% |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| 3 | 17 | 1.2% |
| 12 | 11 | 0.8% |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 17 | 1.2% |
| 4 | 97 | 6.6% |
| 5 | 275 | |
| 6 | 402 | |
| 7 | 329 | |
| 8 | 187 | |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 12 | 11 | 0.8% |
| 11 | 18 | 1.2% |
| 10 | 47 | 3.2% |
| 9 | 75 | 5.1% |
| 8 | 187 | |
| 7 | 329 | |
| 6 | 402 | |
| 5 | 275 | |
| 4 | 97 | 6.6% |
Fireplaces
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 690 | |
| 1 | 650 | |
| 2 | 115 | 7.9% |
| 3 | 5 | 0.3% |
GarageCars
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| 2 | |
|---|---|
| 1 | |
| 3 | |
| 0 | 81 |
| 4 | 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1460 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 3 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1460 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1460 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1460 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
GarageCond
Categorical
IMBALANCE  MISSING 
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Memory size | 11.5 KiB |
| TA | |
|---|---|
| Fa | 35 |
| Gd | 9 |
| Po | 7 |
| Ex | 2 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 2758 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | TA |
|---|---|
| 2nd row | TA |
| 3rd row | TA |
| 4th row | TA |
| 5th row | TA |
Common Values
| Value | Count | Frequency (%) |
| TA | 1326 | |
| Fa | 35 | 2.4% |
| Gd | 9 | 0.6% |
| Po | 7 | 0.5% |
| Ex | 2 | 0.1% |
| (Missing) | 81 | 5.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| ta | 1326 | |
| fa | 35 | 2.5% |
| gd | 9 | 0.7% |
| po | 7 | 0.5% |
| ex | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| T | 1326 | |
| A | 1326 | |
| F | 35 | 1.3% |
| a | 35 | 1.3% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2705 | |
| Lowercase Letter | 53 | 1.9% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| T | 1326 | |
| A | 1326 | |
| F | 35 | 1.3% |
| G | 9 | 0.3% |
| P | 7 | 0.3% |
| E | 2 | 0.1% |
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 35 | |
| d | 9 | 17.0% |
| o | 7 | 13.2% |
| x | 2 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 2758 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| T | 1326 | |
| A | 1326 | |
| F | 35 | 1.3% |
| a | 35 | 1.3% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2758 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| T | 1326 | |
| A | 1326 | |
| F | 35 | 1.3% |
| a | 35 | 1.3% |
| G | 9 | 0.3% |
| d | 9 | 0.3% |
| P | 7 | 0.3% |
| o | 7 | 0.3% |
| E | 2 | 0.1% |
| x | 2 | 0.1% |
SaleType
Categorical
IMBALANCE 
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| WD | |
|---|---|
| New | 122 |
| COD | 43 |
| ConLD | 9 |
| ConLI | 5 |
| Other values (4) | 14 |
Length
| Max length | 5 |
|---|---|
| Median length | 2 |
| Mean length | 2.1582192 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3151 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | WD |
|---|---|
| 2nd row | WD |
| 3rd row | WD |
| 4th row | WD |
| 5th row | WD |
Common Values
| Value | Count | Frequency (%) |
| WD | 1267 | |
| New | 122 | 8.4% |
| COD | 43 | 2.9% |
| ConLD | 9 | 0.6% |
| ConLI | 5 | 0.3% |
| ConLw | 5 | 0.3% |
| CWD | 4 | 0.3% |
| Oth | 3 | 0.2% |
| Con | 2 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| wd | 1267 | |
| new | 122 | 8.4% |
| cod | 43 | 2.9% |
| conld | 9 | 0.6% |
| conli | 5 | 0.3% |
| conlw | 5 | 0.3% |
| cwd | 4 | 0.3% |
| oth | 3 | 0.2% |
| con | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| D | 1323 | |
| W | 1271 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 2854 | |
| Lowercase Letter | 297 | 9.4% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| D | 1323 | |
| W | 1271 | |
| N | 122 | 4.3% |
| C | 68 | 2.4% |
| O | 46 | 1.6% |
| L | 19 | 0.7% |
| I | 5 | 0.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| w | 127 | |
| e | 122 | |
| o | 21 | 7.1% |
| n | 21 | 7.1% |
| t | 3 | 1.0% |
| h | 3 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3151 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| D | 1323 | |
| W | 1271 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3151 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| D | 1323 | |
| W | 1271 | |
| w | 127 | 4.0% |
| N | 122 | 3.9% |
| e | 122 | 3.9% |
| C | 68 | 2.2% |
| O | 46 | 1.5% |
| o | 21 | 0.7% |
| n | 21 | 0.7% |
| L | 19 | 0.6% |
| Other values (3) | 11 | 0.3% |
SaleCondition
Categorical
IMBALANCE 
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 11.5 KiB |
| Normal | |
|---|---|
| Partial | |
| Abnorml | 101 |
| Family | 20 |
| Alloca | 12 |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.1575342 |
| Min length | 6 |
Characters and Unicode
| Total characters | 8990 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Normal |
| 3rd row | Normal |
| 4th row | Abnorml |
| 5th row | Normal |
Common Values
| Value | Count | Frequency (%) |
| Normal | 1198 | |
| Partial | 125 | 8.6% |
| Abnorml | 101 | 6.9% |
| Family | 20 | 1.4% |
| Alloca | 12 | 0.8% |
| AdjLand | 4 | 0.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| normal | 1198 | |
| partial | 125 | 8.6% |
| abnorml | 101 | 6.9% |
| family | 20 | 1.4% |
| alloca | 12 | 0.8% |
| adjland | 4 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1484 | |
| l | 1468 | |
| r | 1424 | |
| m | 1319 | |
| o | 1311 | |
| N | 1198 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 7526 | |
| Uppercase Letter | 1464 | 16.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1484 | |
| l | 1468 | |
| r | 1424 | |
| m | 1319 | |
| o | 1311 | |
| i | 145 | 1.9% |
| t | 125 | 1.7% |
| n | 105 | 1.4% |
| b | 101 | 1.3% |
| y | 20 | 0.3% |
| Other values (3) | 24 | 0.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 1198 | |
| P | 125 | 8.5% |
| A | 117 | 8.0% |
| F | 20 | 1.4% |
| L | 4 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8990 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1484 | |
| l | 1468 | |
| r | 1424 | |
| m | 1319 | |
| o | 1311 | |
| N | 1198 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8990 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1484 | |
| l | 1468 | |
| r | 1424 | |
| m | 1319 | |
| o | 1311 | |
| N | 1198 | |
| i | 145 | 1.6% |
| P | 125 | 1.4% |
| t | 125 | 1.4% |
| A | 117 | 1.3% |
| Other values (8) | 274 | 3.0% |
SalePrice
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 663 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180921.2 |
| Minimum | 34900 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129975 |
| median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326100 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84025 |
Descriptive statistics
| Standard deviation | 79442.503 |
|---|---|
| Coefficient of variation (CV) | 0.43910003 |
| Kurtosis | 6.5362819 |
| Mean | 180921.2 |
| Median Absolute Deviation (MAD) | 38000 |
| Skewness | 1.8828758 |
| Sum | 2.6414495 × 108 |
| Variance | 6.3111113 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 140000 | 20 | 1.4% |
| 135000 | 17 | 1.2% |
| 155000 | 14 | 1.0% |
| 145000 | 14 | 1.0% |
| 190000 | 13 | 0.9% |
| 110000 | 13 | 0.9% |
| 115000 | 12 | 0.8% |
| 160000 | 12 | 0.8% |
| 130000 | 11 | 0.8% |
| 139000 | 11 | 0.8% |
| Other values (653) | 1323 |
| Value | Count | Frequency (%) |
| 34900 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 52000 | 1 | |
| 52500 | 1 | |
| 55000 | 2 | |
| 55993 | 1 | |
| 58500 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 611657 | 1 | |
| 582933 | 1 | |
| 556581 | 1 | |
| 555000 | 1 | |
| 538000 | 1 | |
| 501837 | 1 | |
| 485000 | 1 |
| LotArea | OverallQual | YearBuilt | YearRemodAdd | TotalBsmtSF | GrLivArea | BedroomAbvGr | TotRmsAbvGrd | SalePrice | MSZoning | HouseStyle | ExterQual | Foundation | BsmtQual | CentralAir | Electrical | FullBath | KitchenAbvGr | Fireplaces | GarageCars | GarageCond | SaleType | SaleCondition | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| LotArea | 1.000 | 0.233 | 0.103 | 0.075 | 0.366 | 0.449 | 0.338 | 0.406 | 0.456 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.098 | 0.000 | 0.160 | 0.011 | 0.000 | 0.000 | 0.000 |
| OverallQual | 0.233 | 1.000 | 0.647 | 0.558 | 0.460 | 0.603 | 0.122 | 0.428 | 0.810 | 0.190 | 0.144 | 0.614 | 0.291 | 0.510 | 0.374 | 0.160 | 0.404 | 0.106 | 0.267 | 0.402 | 0.109 | 0.162 | 0.152 |
| YearBuilt | 0.103 | 0.647 | 1.000 | 0.684 | 0.427 | 0.288 | -0.035 | 0.177 | 0.653 | 0.295 | 0.291 | 0.435 | 0.502 | 0.516 | 0.438 | 0.188 | 0.351 | 0.214 | 0.169 | 0.340 | 0.201 | 0.157 | 0.198 |
| YearRemodAdd | 0.075 | 0.558 | 0.684 | 1.000 | 0.299 | 0.282 | -0.054 | 0.198 | 0.571 | 0.202 | 0.200 | 0.389 | 0.322 | 0.392 | 0.378 | 0.221 | 0.270 | 0.114 | 0.136 | 0.276 | 0.111 | 0.207 | 0.259 |
| TotalBsmtSF | 0.366 | 0.460 | 0.427 | 0.299 | 1.000 | 0.371 | 0.059 | 0.234 | 0.603 | 0.119 | 0.164 | 0.319 | 0.233 | 0.293 | 0.223 | 0.064 | 0.236 | 0.070 | 0.320 | 0.260 | 0.000 | 0.108 | 0.131 |
| GrLivArea | 0.449 | 0.603 | 0.288 | 0.282 | 0.371 | 1.000 | 0.543 | 0.828 | 0.731 | 0.106 | 0.258 | 0.286 | 0.152 | 0.249 | 0.158 | 0.008 | 0.468 | 0.000 | 0.376 | 0.287 | 0.056 | 0.035 | 0.084 |
| BedroomAbvGr | 0.338 | 0.122 | -0.035 | -0.054 | 0.059 | 0.543 | 1.000 | 0.668 | 0.235 | 0.165 | 0.242 | 0.171 | 0.086 | 0.090 | 0.160 | 0.081 | 0.448 | 0.233 | 0.107 | 0.134 | 0.027 | 0.057 | 0.105 |
| TotRmsAbvGrd | 0.406 | 0.428 | 0.177 | 0.198 | 0.234 | 0.828 | 0.668 | 1.000 | 0.533 | 0.175 | 0.266 | 0.274 | 0.118 | 0.189 | 0.112 | 0.079 | 0.389 | 0.174 | 0.223 | 0.242 | 0.000 | 0.047 | 0.086 |
| SalePrice | 0.456 | 0.810 | 0.653 | 0.571 | 0.603 | 0.731 | 0.235 | 0.533 | 1.000 | 0.206 | 0.129 | 0.476 | 0.258 | 0.455 | 0.418 | 0.135 | 0.416 | 0.046 | 0.289 | 0.416 | 0.105 | 0.128 | 0.168 |
| MSZoning | 0.000 | 0.190 | 0.295 | 0.202 | 0.119 | 0.106 | 0.165 | 0.175 | 0.206 | 1.000 | 0.184 | 0.239 | 0.224 | 0.191 | 0.297 | 0.103 | 0.175 | 0.091 | 0.136 | 0.144 | 0.074 | 0.151 | 0.136 |
| HouseStyle | 0.000 | 0.144 | 0.291 | 0.200 | 0.164 | 0.258 | 0.242 | 0.266 | 0.129 | 0.184 | 1.000 | 0.176 | 0.216 | 0.212 | 0.233 | 0.109 | 0.236 | 0.150 | 0.099 | 0.164 | 0.140 | 0.055 | 0.086 |
| ExterQual | 0.000 | 0.614 | 0.435 | 0.389 | 0.319 | 0.286 | 0.171 | 0.274 | 0.476 | 0.239 | 0.176 | 1.000 | 0.371 | 0.462 | 0.278 | 0.138 | 0.318 | 0.088 | 0.185 | 0.361 | 0.054 | 0.260 | 0.236 |
| Foundation | 0.000 | 0.291 | 0.502 | 0.322 | 0.233 | 0.152 | 0.086 | 0.118 | 0.258 | 0.224 | 0.216 | 0.371 | 1.000 | 0.405 | 0.365 | 0.182 | 0.285 | 0.167 | 0.120 | 0.270 | 0.140 | 0.150 | 0.158 |
| BsmtQual | 0.000 | 0.510 | 0.516 | 0.392 | 0.293 | 0.249 | 0.090 | 0.189 | 0.455 | 0.191 | 0.212 | 0.462 | 0.405 | 1.000 | 0.214 | 0.218 | 0.347 | 0.076 | 0.178 | 0.402 | 0.159 | 0.245 | 0.246 |
| CentralAir | 0.000 | 0.374 | 0.438 | 0.378 | 0.223 | 0.158 | 0.160 | 0.112 | 0.418 | 0.297 | 0.233 | 0.278 | 0.365 | 0.214 | 1.000 | 0.421 | 0.103 | 0.245 | 0.196 | 0.283 | 0.291 | 0.128 | 0.113 |
| Electrical | 0.000 | 0.160 | 0.188 | 0.221 | 0.064 | 0.008 | 0.081 | 0.079 | 0.135 | 0.103 | 0.109 | 0.138 | 0.182 | 0.218 | 0.421 | 1.000 | 0.116 | 0.107 | 0.085 | 0.126 | 0.243 | 0.000 | 0.159 |
| FullBath | 0.098 | 0.404 | 0.351 | 0.270 | 0.236 | 0.468 | 0.448 | 0.389 | 0.416 | 0.175 | 0.236 | 0.318 | 0.285 | 0.347 | 0.103 | 0.116 | 1.000 | 0.113 | 0.180 | 0.329 | 0.059 | 0.132 | 0.184 |
| KitchenAbvGr | 0.000 | 0.106 | 0.214 | 0.114 | 0.070 | 0.000 | 0.233 | 0.174 | 0.046 | 0.091 | 0.150 | 0.088 | 0.167 | 0.076 | 0.245 | 0.107 | 0.113 | 1.000 | 0.086 | 0.123 | 0.267 | 0.000 | 0.322 |
| Fireplaces | 0.160 | 0.267 | 0.169 | 0.136 | 0.320 | 0.376 | 0.107 | 0.223 | 0.289 | 0.136 | 0.099 | 0.185 | 0.120 | 0.178 | 0.196 | 0.085 | 0.180 | 0.086 | 1.000 | 0.202 | 0.035 | 0.077 | 0.085 |
| GarageCars | 0.011 | 0.402 | 0.340 | 0.276 | 0.260 | 0.287 | 0.134 | 0.242 | 0.416 | 0.144 | 0.164 | 0.361 | 0.270 | 0.402 | 0.283 | 0.126 | 0.329 | 0.123 | 0.202 | 1.000 | 0.083 | 0.191 | 0.213 |
| GarageCond | 0.000 | 0.109 | 0.201 | 0.111 | 0.000 | 0.056 | 0.027 | 0.000 | 0.105 | 0.074 | 0.140 | 0.054 | 0.140 | 0.159 | 0.291 | 0.243 | 0.059 | 0.267 | 0.035 | 0.083 | 1.000 | 0.000 | 0.029 |
| SaleType | 0.000 | 0.162 | 0.157 | 0.207 | 0.108 | 0.035 | 0.057 | 0.047 | 0.128 | 0.151 | 0.055 | 0.260 | 0.150 | 0.245 | 0.128 | 0.000 | 0.132 | 0.000 | 0.077 | 0.191 | 0.000 | 1.000 | 0.471 |
| SaleCondition | 0.000 | 0.152 | 0.198 | 0.259 | 0.131 | 0.084 | 0.105 | 0.086 | 0.168 | 0.136 | 0.086 | 0.236 | 0.158 | 0.246 | 0.113 | 0.159 | 0.184 | 0.322 | 0.085 | 0.213 | 0.029 | 0.471 | 1.000 |
| MSZoning | LotArea | HouseStyle | OverallQual | YearBuilt | YearRemodAdd | ExterQual | Foundation | BsmtQual | TotalBsmtSF | CentralAir | Electrical | GrLivArea | FullBath | BedroomAbvGr | KitchenAbvGr | TotRmsAbvGrd | Fireplaces | GarageCars | GarageCond | SaleType | SaleCondition | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | RL | 8450 | 2Story | 7 | 2003 | 2003 | Gd | PConc | Gd | 856 | Y | SBrkr | 1710 | 2 | 3 | 1 | 8 | 0 | 2 | TA | WD | Normal | 208500 |
| 1 | RL | 9600 | 1Story | 6 | 1976 | 1976 | TA | CBlock | Gd | 1262 | Y | SBrkr | 1262 | 2 | 3 | 1 | 6 | 1 | 2 | TA | WD | Normal | 181500 |
| 2 | RL | 11250 | 2Story | 7 | 2001 | 2002 | Gd | PConc | Gd | 920 | Y | SBrkr | 1786 | 2 | 3 | 1 | 6 | 1 | 2 | TA | WD | Normal | 223500 |
| 3 | RL | 9550 | 2Story | 7 | 1915 | 1970 | TA | BrkTil | TA | 756 | Y | SBrkr | 1717 | 1 | 3 | 1 | 7 | 1 | 3 | TA | WD | Abnorml | 140000 |
| 4 | RL | 14260 | 2Story | 8 | 2000 | 2000 | Gd | PConc | Gd | 1145 | Y | SBrkr | 2198 | 2 | 4 | 1 | 9 | 1 | 3 | TA | WD | Normal | 250000 |
| 5 | RL | 14115 | 1.5Fin | 5 | 1993 | 1995 | TA | Wood | Gd | 796 | Y | SBrkr | 1362 | 1 | 1 | 1 | 5 | 0 | 2 | TA | WD | Normal | 143000 |
| 6 | RL | 10084 | 1Story | 8 | 2004 | 2005 | Gd | PConc | Ex | 1686 | Y | SBrkr | 1694 | 2 | 3 | 1 | 7 | 1 | 2 | TA | WD | Normal | 307000 |
| 7 | RL | 10382 | 2Story | 7 | 1973 | 1973 | TA | CBlock | Gd | 1107 | Y | SBrkr | 2090 | 2 | 3 | 1 | 7 | 2 | 2 | TA | WD | Normal | 200000 |
| 8 | RM | 6120 | 1.5Fin | 7 | 1931 | 1950 | TA | BrkTil | TA | 952 | Y | FuseF | 1774 | 2 | 2 | 2 | 8 | 2 | 2 | TA | WD | Abnorml | 129900 |
| 9 | RL | 7420 | 1.5Unf | 5 | 1939 | 1950 | TA | BrkTil | TA | 991 | Y | SBrkr | 1077 | 1 | 2 | 2 | 5 | 2 | 1 | TA | WD | Normal | 118000 |
| MSZoning | LotArea | HouseStyle | OverallQual | YearBuilt | YearRemodAdd | ExterQual | Foundation | BsmtQual | TotalBsmtSF | CentralAir | Electrical | GrLivArea | FullBath | BedroomAbvGr | KitchenAbvGr | TotRmsAbvGrd | Fireplaces | GarageCars | GarageCond | SaleType | SaleCondition | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | RL | 9000 | 2Story | 5 | 1974 | 1974 | TA | CBlock | Gd | 896 | Y | SBrkr | 1792 | 2 | 4 | 2 | 8 | 0 | 0 | NaN | WD | Normal | 136000 |
| 1451 | RL | 9262 | 1Story | 8 | 2008 | 2009 | Gd | PConc | Gd | 1573 | Y | SBrkr | 1578 | 2 | 3 | 1 | 7 | 1 | 3 | TA | New | Partial | 287090 |
| 1452 | RM | 3675 | SLvl | 5 | 2005 | 2005 | TA | PConc | Gd | 547 | Y | SBrkr | 1072 | 1 | 2 | 1 | 5 | 0 | 2 | TA | WD | Normal | 145000 |
| 1453 | RL | 17217 | 1Story | 5 | 2006 | 2006 | TA | PConc | Gd | 1140 | Y | SBrkr | 1140 | 1 | 3 | 1 | 6 | 0 | 0 | NaN | WD | Abnorml | 84500 |
| 1454 | FV | 7500 | 1Story | 7 | 2004 | 2005 | Gd | PConc | Gd | 1221 | Y | SBrkr | 1221 | 2 | 2 | 1 | 6 | 0 | 2 | TA | WD | Normal | 185000 |
| 1455 | RL | 7917 | 2Story | 6 | 1999 | 2000 | TA | PConc | Gd | 953 | Y | SBrkr | 1647 | 2 | 3 | 1 | 7 | 1 | 2 | TA | WD | Normal | 175000 |
| 1456 | RL | 13175 | 1Story | 6 | 1978 | 1988 | TA | CBlock | Gd | 1542 | Y | SBrkr | 2073 | 2 | 3 | 1 | 7 | 2 | 2 | TA | WD | Normal | 210000 |
| 1457 | RL | 9042 | 2Story | 7 | 1941 | 2006 | Ex | Stone | TA | 1152 | Y | SBrkr | 2340 | 2 | 4 | 1 | 9 | 2 | 1 | TA | WD | Normal | 266500 |
| 1458 | RL | 9717 | 1Story | 5 | 1950 | 1996 | TA | CBlock | TA | 1078 | Y | FuseA | 1078 | 1 | 2 | 1 | 5 | 0 | 1 | TA | WD | Normal | 142125 |
| 1459 | RL | 9937 | 1Story | 5 | 1965 | 1965 | Gd | CBlock | TA | 1256 | Y | SBrkr | 1256 | 1 | 3 | 1 | 6 | 0 | 1 | TA | WD | Normal | 147500 |